Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118665	ENR	Mary K Gonzales	1974-06-02	UHC-08721-40	8035804897	164 Main St, Minneapolis, MN, 55467	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-138338	ENR	Camila Hunter	1984-09-23	UHC-53835-71	—	8591 Lincoln Way, San Diego, CA, 92110	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-142582	ENR	Keith M Ortega	1938-11-12	UHC-22224-56	3185039985	4819 Willow Ct, Chandler, AZ, 85266	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-117164	ENR	Anthony Lawson	1994-06-11	UHC-28011-41	7758864925	4179 Sunset Blvd, Jacksonville, FL, 32288	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-129615	ENR	Karen Q Palmer	1969-03-04	UHC-89690-68	5954641418	5729 Valley View Dr, Glendale, AZ, 85300	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-118312	ENR	Patricia Fox	—	UHC-26905-49	4746219728	63 Broadway, Denver, CO, 80259	0.80	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed
ENR-100372	ENR	Mark Murray	2004-08-02	UHC-37188-55	8949000722	1185 Broadway, Chandler, AZ, 85288	0.80	Name re-cased Phone reformatted SSN last four extracted City re-cased
ENR-136734	ENR	Carolyn X Robinon	1976-07-13	UHC-30018-72	—	3675 Grand Ave, Tempe, AZ, 85273	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-140654	ENR	Fatima Stevens	2005-04-22	UHC-82049-66	9854658153	5309 Market St, San Diego, CA, 92193	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
ENR-123637	ENR	Camila P Ryan	1986-10-28	UHC-46828-66	5473255537	6745 Meadow Ln Apt 38, Minneapolis, MN, 55425	0.80	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed
ENR-135576	ENR	Henry H Jacobs	1958-09-07	UHC-02576-52	8352283363	1357 Valley View Dr, Orlando, FL, 32883	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-136749	ENR	Sharon Day	1962-01-26	UHC-43990-46	—	4771 Indian School Rd, Charlotte, NC, 28232	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
ENR-131778	ENR	Lucia Castro	1956-03-02	UHC-20377-50	5676591519	7981 Broadway, Scottsdale, AZ, 85251	0.80	Name re-cased Phone reformatted City re-cased Gender normalised
ENR-129452	ENR	Steve Murphy	2002-07-19	UHC-22027-48	2714775640	5656 Central Ave, Atlanta, GA, 30368	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-134396	ENR	Paul W Nguuyen	1940-12-21	UHC-22208-52	6184889896	5086 Park Pl, Denver, CO, 80211	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-112459	ENR	Perez Bobby	2005-01-26	UHC-66145-46	6677276081	669 Ridge Rd, Plano, TX, 75086	0.80	Name re-cased Date of birth reformatted City re-cased State name converted to code
ENR-107922	ENR	Gloria Ryan	1988-11-20	UHC-61297-46	8254741879	3076 Hillcrest Rd, Tempe, AZ, 85219	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-129566	ENR	Aaron M Evans	2005-04-06	UHC-69781-33	7738926420	1356 Willow Ct, Miami, FL, 33157	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-115186	ENR	Barbara X Pena	2005-02-23	UHC-85678-87	—	2978 Church St, Atlanta, GA, 30318	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-135445	ENR	Henry S Alvarado	1960-08-24	UHC-71930-79	9898795800	569 Highland Ave, Austin, TX, 78726	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
ENR-132923	ENR	Nathan W Dominguez	1983-07-10	UHC-21901-45	3179571630	5084 Cedar Ln, Jacksonville, FL, 32221	0.80	Name re-cased Phone reformatted City re-cased Gender normalised
ENR-141898	ENR	Michelle Gutierrez	1964-12-17	UHC-90571-23	8915690539	118 River Rd, Mesa, AZ, 85254	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
ENR-108570	ENR	Kayla G Roberts	1977-05-17	UHC-83331-44	5832486009	7963 Market St, San Diego, CA, 92185	0.80	Name re-cased Two-digit birth year City re-cased State code upper-cased
ENR-126493	ENR	Gerald Hayes	1989-05-12	UHC-56156-16	—	6065 Oak St, Charlotte, NC, 28248	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-138020	ENR	Elijah Bradley	1992-01-20	UHC-73220-92	—	4132 Maple Ave, Atlanta, GA, 30370	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
ENR-116110	ENR	Megan Rios	2008-01-21	UHC-54651-03	—	9253 Hillcrest Rd, Charlotte, NC, 28237	0.80	Name re-cased City re-cased Gender normalised Whitespace trimmed
ENR-117254	ENR	Gabriel Gonzales	1963-02-24	UHC-25184-21	7743661415	2408 Maple Ave, Houston, TX, 77051	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-117326	ENR	Christine Carter	1939-10-14	UHC-65972-85	4859587300	4747 Mountain View Dr, Scottsdale, AZ	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-123881	ENR	Dorothy Bailey	1964-04-04	UHC-42273-50	—	9406 Church St, Plano, TX, 75011	0.80	Two-digit birth year City re-cased Email lower-cased Placeholder values cleared
ENR-125416	ENR	Vincent EJunk	1962-10-27	UHC-92478-19	3148504446	4569 Oak St, Chandler, AZ, 85208	0.80	City re-cased Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-129388	ENR	Daniel Z Black	2005-02-09	UHC-29762-38	9508577341	4370 Spring St, Phoenix, AZ, 85078	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-132525	ENR	Ronald Ross	1996-10-27	UHC-24758-99	7158476146	5279 Indian School Rd, Glendale, AZ, 85324	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-133643	ENR	Abigail C Webb	1980-06-12	UHC-45361-04	8376041824	3783 Union St, Eden Prairie, MN, 55371	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-116089	ENR	Olivia Y Burke	1984-09-26	UHC-83224-48	5498575606	1429 Valley View Dr, Tempe, AZ, 85245	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-116662	ENR	Samuel J Rogers	1947-01-25	UHC-45434-25	5555703216	9453 Sage Ct, Tampa, FL, 33692	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
ENR-125429	ENR	Austin R Cunningham	2004-12-11	UHC-71262-56	—	4366 Forest Ave, Phoenix, AZ, 85002	0.80	Phone missing area code Member ID reformatted City re-cased Whitespace trimmed
ENR-106064	ENR	Sharon Cunningham	1945-09-24	UHC-72535-93	2734967284	5534 Camelback Rd, Tucson, AZ, 85723	0.80	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased
ENR-127992	ENR	Walter Cook	1962-06-25	UHC-07206-18	8353676991	4996 Meadow Ln, Tampa, FL, 33611	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-131745	ENR	Alexander Bryant	1960-11-28	UHC-33417-80	9542757848	4624 Central Ave, Tucson, AZ, 85718	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-137939	ENR	Heather Hayes	—	UHC-31874-19	9148878385	8947 Sage Ct, Denver, CO, 80295	0.80	Date of birth unreadable Phone reformatted City re-cased Email lower-cased
ENR-102840	ENR	Kevin Garcia	1941-09-07	UHC-43353-66	7767848302	482 Meadow Ln, Seattle, WA	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
ENR-109586	ENR	Ana Z Burns	1979-01-27	UHC-41549-61	8255969663	226 Ocean Ave, Orlando, FL, 32861	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
ENR-120994	ENR	Charrles Hernandez	2004-10-05	UHC-62178-13	8872035131	7312 Highland Ave, Gilbert, AZ, 85216	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-109210	ENR	Joseph K Peters	1973-09-07	UHC-30404-02	2112295769	6481 Broadway Apt 24, Nashville, TN, 37274	0.80	Name re-cased Unit split from street City re-cased Email lower-cased
ENR-115523	ENR	Eric X Elliott	1950-09-19	UHC-64477-90	—	6054 Forest Ave, Las Vegas, NV, 89146	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-126710	ENR	Carolyn E Rice	1941-09-08	UHC-84651-95	8025423973	2300 Market St # 962, Scottsdale, AZ, 85298	0.80	Phone reformatted Unit split from street City re-cased Email lower-cased
ENR-108366	ENR	Valdez V Sean	2002-06-08	UHC-16849-96	2084481452	5199 Lincoln Way, Minneapolis, MN, 55488	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-120239	ENR	Jason C Tuurner	1941-04-06	—	2929459744	6041 Park Pl, Scottsdale, AZ, 85283	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-105139	ENR	Jack W Perkins	1943-11-03	UHC-89638-37	2463731624	9781 Harbor Blvd, Houston, TX, 77059	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
ENR-139258	ENR	Janet R Olson	1951-03-04	UHC-94774-60	—	3349 Palm Dr, Atlanta, GA, 30378	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed

8,423 rows, page 131 of 169Previous Next